Author

Shunye Tang

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Preprint Oct 2026

PreCoMem: Predictive Cognitive Memory for Self-Evolving Long-Term Dialogue Agents

Long-horizon dialogue agents need to keep user memories stable enough for personalization while adapting when the user genuinely changes. Existing memory systems often append every observation or overwrite old entries by heuristic rules, which makes transient noise hard to distinguish from real belief drift. We introdu...

Jian-Yuan Zhong, Ze-Yu Liu, Ping-Chuan Cao et al. · 0 citations

#natural language process... Preprint Sep 2026

EvalMem: An Operation-Level Diagnostic Framework for Long-Term Memory Systems

Long-horizon interactions with LLM-based assistants require memory systems that preserve and update user states, preferences, and interaction histories. Existing evaluations report end-to-end QA accuracy and cannot determine whether errors arise from encoding, retrieval, or generation. We introduce EvalMem, an operatio...

Ze-Yu Liu, Jian-Yuan Zhong, Rong-Duo Han et al. · 0 citations